{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CLAHE of Black and White Image:\n",
    "Contrast Limited Adaptive Histogram Equalization(CLAHE) of a Black and White Image is fairly straight forward. The image after CLAHE has Cumulative Distribution Function(CDF) as approximately a **straight line**. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Importing the libraries\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2\n",
    "import matplotlib.image as mpimg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Reading the original image, here 0 implies that image is read as grayscale\n",
    "image = cv2.imread('lc.jpeg', 0)\n",
    "\n",
    "#Generating the histogram of the original image\n",
    "hist,bins = np.histogram(image.flatten(),256,[0,256])\n",
    "\n",
    "#Generating the cumulative distribution function of the original image\n",
    "cdf = hist.cumsum()\n",
    "cdf_normalized = cdf * hist.max()/ cdf.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Creating CLAHE \n",
    "clahe = cv2.createCLAHE(clipLimit=2, tileGridSize=(8,8))\n",
    "\n",
    "#Apply CLAHE to the original image\n",
    "image_clahe = clahe.apply(image)\n",
    "\n",
    "#Generating the histogram of the image after applying CLAHE\n",
    "hist_clahe,bins_clahe = np.histogram(image_clahe.flatten(),256,[0,256])\n",
    "\n",
    "#Generating the cumulative distribution function of the original image\n",
    "cdf_clahe = hist_clahe.cumsum()\n",
    "cdf_clahe_normalized = cdf_clahe * hist_clahe.max()/ cdf_clahe.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plotting the Original and Histogram Equalized Image, Histogram and CDF\n",
    "fig, axs = plt.subplots(2, 2)\n",
    "\n",
    "axs[0, 0].imshow(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))\n",
    "axs[0, 0].axis('off')\n",
    "axs[0, 0].set_title('Original Image')\n",
    "\n",
    "axs[0, 1].imshow(cv2.cvtColor(image_clahe, cv2.COLOR_BGR2RGB))\n",
    "axs[0, 0].axis('off')\n",
    "axs[0, 1].set_title('CLAHE Image')\n",
    "\n",
    "\n",
    "axs[1, 0].plot(cdf_normalized, color = 'b')\n",
    "axs[1, 0].hist(image.flatten(),256,[0,256], color = 'r')\n",
    "axs[1, 0].legend(('cdf','histogram'), loc = 'upper left')\n",
    "\n",
    "\n",
    "\n",
    "axs[1, 1].plot(cdf_clahe_normalized, color = 'b')\n",
    "axs[1, 1].hist(image_clahe.flatten(),256,[0,256], color = 'r')\n",
    "axs[1, 1].legend(('cdf_clahe','histogram_clahe'), loc = 'upper left')\n",
    "\n",
    "\n",
    "# Hide x labels and tick labels for top plots and y ticks for right plots.\n",
    "for ax in axs.flat:\n",
    "    ax.label_outer()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Histogram Equalization of Color Images\n",
    "Histogram Equaliztion of color images is a little complicated. OpenCV loads color images in BGR color space. With this color space, it is not possible to equalize the histogram without affecting to the color information because all 3 channels contain color information. Therefore you have to convert the BGR image to a color space like YCrCb. <br>\n",
    "In YCrCb color space, the **Y channel** of the image only contains intensity information where as Cr and Cb channels contain all the color information of the image. Therefore only the Y channel should be processed to get an image after applying CLAHE without changing any color information."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Reading the original image, here 1 implies that image is read as color\n",
    "image_c = cv2.imread('lc.jpeg', 1)\n",
    "\n",
    "#Generating the histogram of the original image\n",
    "hist_c,bins_c = np.histogram(image_c.flatten(),256,[0,256])\n",
    "\n",
    "#Generating the cumulative distribution function of the original image\n",
    "cdf_c = hist_c.cumsum()\n",
    "cdf_c_normalized = cdf_c * hist_c.max()/ cdf_c.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Converting the image to YCrCb\n",
    "image_yuv = cv2.cvtColor(image_c, cv2.COLOR_BGR2YUV)\n",
    "\n",
    "#Creating CLAHE \n",
    "clahe = cv2.createCLAHE(clipLimit=2, tileGridSize=(8,8))\n",
    "\n",
    "# Applying Histogram Equalization on the original imageof the Y channel\n",
    "image_yuv[:,:,0] = clahe.apply(image_yuv[:,:,0])\n",
    "\n",
    "# convert the YUV image back to RGB format\n",
    "image_c_clahe = cv2.cvtColor(image_yuv, cv2.COLOR_YUV2BGR)\n",
    "\n",
    "#Generating the histogram of the image after applying CLAHE\n",
    "hist_c_clahe, bins_c_clahe = np.histogram(image_c_clahe.flatten(),256,[0,256])\n",
    "\n",
    "#Generating the cumulative distribution function of the original image\n",
    "cdf_c_clahe = hist_c_clahe.cumsum()\n",
    "cdf_c_clahe_normalized = cdf_c_clahe * hist_c_clahe.max()/ cdf_c_clahe.max()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plotting the Original and Histogram Equalized Image, Histogram and CDF\n",
    "fig, axs = plt.subplots(2, 2)\n",
    "\n",
    "axs[0, 0].imshow(cv2.cvtColor(image_c, cv2.COLOR_BGR2RGB))\n",
    "axs[0, 0].axis('off')\n",
    "axs[0, 0].set_title('Original Image')\n",
    "\n",
    "axs[0, 1].imshow(cv2.cvtColor(image_c_clahe, cv2.COLOR_BGR2RGB))\n",
    "axs[0, 0].axis('off')\n",
    "axs[0, 1].set_title('Image after CLAHE')\n",
    "\n",
    "\n",
    "axs[1, 0].plot(cdf_c_normalized, color = 'b')\n",
    "axs[1, 0].hist(image_c.flatten(),256,[0,256], color = 'r')\n",
    "axs[1, 0].legend(('cdf','histogram'), loc = 'upper left')\n",
    "\n",
    "\n",
    "\n",
    "axs[1, 1].plot(cdf_c_clahe_normalized, color = 'b')\n",
    "axs[1, 1].hist(image_c_clahe.flatten(),256,[0,256], color = 'r')\n",
    "axs[1, 1].legend(('cdf_clahe','histogram_clahe'), loc = 'upper left')\n",
    "\n",
    "\n",
    "# Hide x labels and tick labels for top plots and y ticks for right plots.\n",
    "for ax in axs.flat:\n",
    "    ax.label_outer()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
